Consider a linear model Boxio $+$ B$1$xi$1+...$ Bpxip$+$ ei where xio $=1$ and ei N$(0,$Alpha$^2/$wi$).$ Here wi signals the precision in observatioion i $($a$)$define y$1*=$ square root of wiyi,